Author

Haiquan Qiu

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Open access 2026

Coordinated discovery of mechanistic dynamics in complex networks

Symbolic regression offers a route to mechanistic understanding of complex network dynamics, but existing methods often infer node and edge equations independently, allowing errors in one component to be compensated by the other. We present Coordinated Genetic Search (CGS), a framework for discovering governing equatio...

Hai-Quan Qiu, Shu-Zhi Liu, You Wu et al. · AI Plus · 0 citations

Jul 2026

Mechanistic Attention Guidance for Agent Memory Refinement

This work shows that retrieval-head attention provides a mechanistic signal for revealing segment-level memory utilization and proposes Attention-Guided Memory Refinement (AGMR), a framework that uses utilization patterns revealed by attention to guide targeted segment-level memory updates.

Yechao Hong, Hai-Quan Qiu, Yaqing Wang et al. · arXiv.org · 0 citations